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Some asymptotic behaviour of the bootstrap estimates on a finite sample

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Abstract

Bootstrapping the mean, variance, standard error of the mean, regression coefficient and its standard error is considered. It is shown that at a fixed sample size bootstrap estimates converge to classical sample estimates as the number of bootstrap replications tends to infinity. For the mean, variance and regression coefficient, convergence almost everywhere is proven; for the standard error of the mean and standard error of the regression coefficient, weak convergence is proven. The speed of convergence is illustrated by simulation results.

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References

  • Bickel P.J. and Freedman D.A. (1981), Some Asymptotic Theory for the Bootstrap, Annals of Statistics, Vol 9, No. 6, 1196–1217.

    Article  MATH  MathSciNet  Google Scholar 

  • Blejec M. (1973), Statistične metode za ekonomiste, Univerza v Ljubljani Ekonomska fakulteta, Ljubljana, p. 551.

    Google Scholar 

  • Cramer H. (1946), Mathematical Methods of Statistics, Princeton University Press, Princeton, p. 345–346.

    MATH  Google Scholar 

  • Diaconis P. and Efron B. (1983), Computer Intensive Methods in Statistics, Scientific American 248, 99–108.

    Article  Google Scholar 

  • Efron B. (1979), The Jackknife, the Bootstrap and Other Resampling Plans, CBMS-NSF Regional Conference Series in Applied Mathematics, Monograph 38, Philadelphia: Society for Industrial and Applied Mathematics.

    Google Scholar 

  • Freedman D.A. (1981), Bootstrapping Regression Models, Annals of Statistics, Vol. 9, No. 6, 1218–1228.

    Article  MATH  MathSciNet  Google Scholar 

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Čepar, D., Radalj, Z. Some asymptotic behaviour of the bootstrap estimates on a finite sample. Statistical Papers 31, 41–46 (1990). https://doi.org/10.1007/BF02924672

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  • DOI: https://doi.org/10.1007/BF02924672

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